Class key feature extraction and fusion for 2D medical image segmentation.

BACKGROUND: The size variation, complex semantic environment and high similarity in medical images often prevent deep learning models from achieving good performance. PURPOSE: To overcome these problems and improve the model segmentation performance and generalizability. METHODS: We propose the key class feature reconstruction module (KCRM), which ranks channel weights and selects key features (KFs) that contribute more to the segmentation results for each class. Meanwhile, KCRM reconstructs all local features to establish the dependence relationship from local features to KFs. In addition, we propose the spatial gating module (SGM), which employs KFs to generate two spatial maps to suppress irrelevant regions, strengthening the ability to locate semantic objects. Finally, we enable the model to adapt to size variations by diversifying the receptive field. RESULTS: We integrate these modules into class key feature extraction and fusion network (CKFFNet) and validate its performance on three public medical datasets: CHAOS, UW-Madison, and ISIC2017. The experimental results show that our method achieves better segmentation results and generalizability than those of mainstream methods. CONCLUSION: Through quantitative and qualitative research, the proposed module improves the segmentation results and enhances the model generalizability, making it suitable for application and expansion.

Green remediation of Ni, Zn, and Cu in an electroplating contaminated site by wood vinegar with optimization and risk assessment.

Wood vinegar (WV) is a renewable organic compound, possessing characteristics such as high oxygenated compound content and low negative impact on soil. Based on its weak acid properties and complexing ability to potentially toxic elements (PTEs), WV was used to leach Ni, Zn, and Cu contaminated soil in electroplating sites. In addition, the response surface methodology (RSM) based on the Box-Behnken design (BBD) was established to clarify the interaction between each single factor, and finally completed the risk assessment of the soil. The amounts of PTEs leached from the soil climbed with the increase of WV concentration, liquid-solid ratio, and leaching time, while they surged with the decrease of pH. Under optimal leaching circumstances (the concentration of WV= 100 %; washing time= 919 min; pH= 1.00), the removal rates of Ni, Zn, and Cu could reach 91.7 %, 57.8 %, and 65.0 %, respectively, and the WV-extracted PTEs were mainly from the Fe-Mn oxides fraction. After leaching, the Nemerow integrated pollution index (NIPI) decreased from an initial value of 7.08 (indicating severe pollution) to 0.450 (indicating no pollution). The potential ecological risk index (RI) dropped from 274 (medium level) to 39.1 (low level). Additionally, the potential carcinogenic risk (CR) values reduced by 93.9 % for both adults and children. The results revealed that the washing process significantly reduced the pollution level, potential ecological risk, and health risk. Coupled with FTIR and SEM-EDS analysis, the mechanism of WV removal of PTEs could be explained from three aspects: acid activation, H+ ion exchange, and functional group complexation. In summary, WV is an eco-friendly and high-efficiency leaching material for the remediation of PTEs polluted sites, which will maintain soil function and protect human health.

Real-World Perspectives From Surgeons and Oncologists on Resectability Definition and Multidisciplinary Team Discussion of Stage III NSCLC in People's Republic of China, Hong Kong, and Macau: A Physician Survey.

Introduction: Decision-making in diagnosis and management of stage III NSCLC remains complex owing to disease heterogeneity and diverse treatment options, and often warrants multidisciplinary team discussion. Specifically, the selection of patients for multimodality approaches involving surgical resection presents notable challenges owing to heterogeneity in guideline definitions and the subjective, case-specific nature of evaluating resectability on the basis of preoperative assessments. Methods: An internet- and paper-based survey was conducted in 2020 among lung cancer specialists in the People's Republic of China, Hong Kong, and Macau. This survey captured perspectives on stage III NSCLC on real-world diagnosis/staging practice, definition and evaluation of resectability using case scenarios, and preferred treatment paradigms. Results: A total of 60 completed responses were obtained (60.0% surgeons; 40.0% oncologists). The surgeons' and oncologists' responses differed most in the assessment of resectability in specific case scenarios despite overall agreement on top factors determining resectability (T stage, lymph node size, and lymph node location). Of the 17 scenarios, specialists agreed (≥80%) on four "resectable" and six "unresectable" scenarios; of the seven scenarios with less than 80% agreement, surgeons and oncologists had diverging responses for six scenarios. Multidisciplinary team discussions were available in most of the respondents' institutions but usually covered only selected (<50%) stage III cases. Conclusions: This survey used a comprehensive set of stage III NSCLC case scenarios to understand how working definitions of resectability may differ between surgeons and oncologists, and thus, identify types of cases to prioritize for multidisciplinary discussions to maximize limited resources. In parallel, the development of a multidisciplinary expert consensus on treatment approaches could complement local institutional expertise as a reference for decision-making.

Effect of low-dose esketamine on pain control and postpartum depression after cesarean section: a retrospective cohort study.

BACKGROUND: Esketamine is used to control postoperative pain and reduce postoperative depression in surgical patients. This study was performed to determine the effects of esketamine on pain control as well as postpartum depression (PPD) in pregnant women who underwent cesarean section (CS). METHODS: Pregnant women who underwent CS between March 2018 and February 2020 at our hospital were retrospectively reviewed. Parturients in the control group received 50 µg sufentanil citrate and 0.25 mg palonosetron hydrochloride, while those in the experimental group received additional 0.2-0.5 mg/kg esketamine. The primary outcomes included postoperative pain control according to the numeric rating scale (NRS) and the incidence of PPD according to the Edinburgh postnatal depression scale (EPDS). Multivariable linear regression analysis was performed to determine the relationship between the use of esketamine, pain control, and the incidence of PPD after CS. RESULTS: There were 132 parturients in the control group and 108 parturients in the esketamine group in this study. All NRS scores at rest at any time point were much lower in the esketamine group than those in the control group. Besides, NRS scores when coughing were also lower in the esketamine group within 24 hours. EPDS scores were lower in the esketamine group than those in the control group within 3 months postpartum. Esketamine acted as a protector of pain control and was confirmed to improve the incidence of PPD using multivariable linear regression. Parturients had dramatically better sleep quality within 1 week postpartum (P=0.044), and morphine consumption within 24 hours postpartum was lower in the esketamine group than in the control group (P<0.001). The quality of recovery within 3 months postpartum was also better in the esketamine group (P=0.001). A subgroup analysis of 2 subgroups divided according to the dose of esketamine was then performed, indicating no significant difference between the low-dose group and high-dose group in most included outcomes. CONCLUSIONS: This study confirmed the effects of esketamine on pain control and the incidence of PPD in pregnant women who underwent CS. Considering the potential adverse events, low-dose esketamine may be more suitable for pregnant women who have undergone CS.

Effectiveness and safety of osimertinib in patients with metastatic EGFR T790M-positive NSCLC: An observational real-world study.

Osimertinib showed encouraging efficacy in patients with advanced EGFR T790M-positive NSCLC in previous randomized controlled trials. This real-world study aimed to evaluate the effectiveness and safety of osimertinib in a real-world setting. This observational study (NCT03133234) included 74 patients with metastatic EGFR T790M-positive NSCLC who progressed on prior EGFR TKI therapy and received osimertinib between May 2016 and April 2018 at the Kiang Wu Hospital in Macau. Response rate (RR) and other endpoints (progression-free survival [PFS], overall survival [OS], disease control rate [DCR], stable disease rate, and adverse events) were assessed. Survival data were estimated using the Kaplan-Meier method. All patients had stage IV lung adenocarcinoma and 25.6% had brain metastases; median age was 58 years (range 28-84 years) and 83.8% of patients had received at least three prior lines of treatment. The median duration of osimertinib treatment was 8 months (range, 1-25 months). RR and DCR were 67.5% (95% CI 56.9-78.1) and 79.8% (95% CI 70.7-88.9), respectively, while 12.1% had stable disease. The median PFS was 9.0 months (95% CI 6.7-11.2 months), and the median OS was 12.0 months (95% CI 8.8-15.1 months). Nausea (25.8%) and decreased appetite (20.2%) were the most common adverse events associated with osimertinib treatment. Even though most patients had at least three lines of prior treatment, real-world RR and PFS with osimertinib in this study were consistent with those from randomized controlled trials; no new safety signals were observed.

Efficacy and safety of crizotinib among Chinese EML4-ALK-positive, advanced-stage non-small cell lung cancer patients.

INTRODUCTION: We report the efficacy and safety of crizotinib treatment among Chinese patients with advanced-stage NSCLC. METHODS: We retrospectively analyzed patients with EML4-ALK positive advanced NSCLC who were treated with crizotinib from May 2012 to Aug 2013. Baseline clinical parameters, treatment protocol, response to therapy and survival were noted. The primary goal was to evaluate the efficacy of crizotinib in patients who were previously treated patients or who had poor ECOG performance status (PS). RESULTS: Forty patients were evaluable for safety and efficacy. Median age was 43 years, 100% had adenocarcinoma and stage IV disease, and 42.5% were female. Six patients received frontline treatment with crizotinib, 17 patients had 1 prior treatment, and 17 patients had more than 2 lines of prior treatment. Patients received a median of 5 cycles of treatment (range 1-15 cycles). After the first cycle, 92.5% (37/40) patients archived partial remission (PR). At the end of the follow-up period, the overall PR rate was 70% (28/40), and progression of disease (PD) occurred in 30% of patients (12/40). The median PFS was 28 weeks (95% CI 15.4 to 40.5 weeks), and median OS was 40 weeks (95% CI 38.6 to 49.3 weeks). The most frequent treatment-related AEs were vomiting (47.5%), vision disorder (27.5%) and increased ALT/AST (42%); most toxicities were Grade 1/2. Observed treatment-related Grade 3/4 AEs included increased ALT/AST (10%) and vomiting (5%). The EML4-ALK fusion rate and number of prior chemotherapy cycles did not appear to significantly affect the efficacy of crizotinib. However, PS 0-2 patients had improved PFS (50 weeks vs. 24 weeks, p = 0.015). CONCLUSIONS: Crizotinib was safe, well-tolerated, and effective in Chinese patients with pre-treated ALK-rearranged NSCLC. QOL was improved and PS appears to have an effect on the efficacy of crizotinib, but prior treatment and ALK fusion rate do not.

Influence of gender and age on the survival of patients with nasopharyngeal carcinoma.

BACKGROUND: The prognostic value of gender and age in the survival of nasopharyngeal carcinoma (NPC) patients treated with intensity-modulated radiotherapy (IMRT) is unclear. Several studies have suggested a female advantage in the prognosis of solid tumors. We investigated the relationship between gender differences and disease outcome in NPC patients treated with IMRT in South China. METHODS: A total of 299 patients with non-disseminated NPC were analyzed retrospectively. IMRT was delivered with a simultaneous modulated, accelerated radiotherapy boost technique at prescribed doses of 70 Gy/30 fractions/6 weeks to the primary tumor (GTVp) and positive neck nodes (GTVn), 60Gy (2.0 Gy/day) to the clinical target volume (CTV) and upper neck region and 54 Gy (1.8 Gy/day) to the clinically negative low neck. A median boost dose of 9.2 Gy (4-20 Gy) was administered to patients with persistent disease at the primary site. RESULTS: With a median follow-up of 52 months, the male patients had a significantly unfavorable 5-year OS (70.7% compared to 94.1%, P < 0.001), DPFS (71.5% compared to 87.3%, P = 0.029) and DMFS (77.2% compared to 89.7%, P = 0.036) than the female patients. In patients younger than 45, the male patients had a poorer 5-year OS (66.8% compared to 91.2%, P = 0.008), DPFS (59.9% compared to 91.2%, P = 0.005) and DMFS (66.4% compared to 94.0%, P = 0.004) than the female patients. For patients older than 45, only the 5-year OS (72.2% compared to 96.0%, P = 0.001) was significantly different. CONCLUSIONS: Gender and age are strong independent prognostic factors for NPC in this study. We are the first to report that younger male patients were more likely to have distant metastases and exhibited inferior overall survival and disease progression-free survival rates compared to other patients.

Uptake and accumulation of phosphorus by dominant plant species growing in a phosphorus mining area.

Phosphorus accumulation potentials were investigated for 12 dominant plant species growing in a phosphorus mining area in Shifang, as well as their corresponding non-mining ecotypes growing in Ya'an, China. High phosphorus concentrations were observed in the seedling and flowering stages of two species, Pilea sinofasciata and Polygonum hydropiper, up to 16.23 and 8.59 g kg(-1), respectively, which were 3.4 and 7 times higher than in the non-mining ecotypes. Available phosphorus levels in the respective rhizosphere soils of these plants were 112.84 and 121.78 mg kg(-1), 12 and 4 times higher than in the non-rhizosphere soil. Phosphorus concentrations in shoots of the mining ecotypes of all 12 species were significantly negatively correlated with available phosphorus in the rhizosphere soils (p<0.05), whereas a positive correlation was observed in the non-mining ecotypes. The biomass in shoot of the mining ecotype of P. hydropiper was nearly 2 times that in the non-mining ecotype. The results suggested that P. sinofasciata and P. hydropiper were efficient candidates among the tested species for phosphorus accumulation in shoots, and that further studies should be conducted to investigate their potential to be adopted as phosphorus accumulators.

[Effect of hypoxic radiosensitizer sodium glycididazole on long-term result of radiotherapy for nasopharyngeal carcinoma].

OBJECTIVE: To evaluate the long-term effect of sodium glycididazole (CMNa) as a hypoxic radiosensitizer on the radiotherapy for nasopharyngeal carcinoma. METHODS: Between May 1999 and May 2002, 211 patients with pathologically confirmed nasopharyngeal carcinoma were randomized into group-A treated by radiotherapy plus CMNa or group-B by radiotherapy alone. The staging was determined according to 92' Fuzhou staging systerm. The type, procession and dosage of radiotherapy were identical in both groups. The early adverse effect grade was assessed based on the CTC2.0 criteria and the late adverse effects were evaluated according to the RTOG/EORTC criteria. The median follow-up time was 52 months. All the data was analyzed by the SPSS 13.0 software. Characteristics and adverse events of these patients were compared between the two groups using t-test and the Wilcoxin rank sum test. Time-to-event curves were estimated using the Kaplan-Meier method. The prognostic parameters were analyzed using univariate analysis and the Cox multivariate regression analysis. RESULTS: The clinical data of the two groups were comparable. The 3-year survival was 88.4% in group-A, while 75.2% in group-B, with a statistically significant difference between two groups (P = 0.010). Univariate analysis showed that the 3-year survival was statistically correlated with N-staging ((N0-1, 86.9%, N2-3 73.8%, P < 0.001), T-staging (T1-2 85.6%, T3-4 79.3%, P = 0.014), TNM staging (P = 0.039), and whether using CMNa or not during rediotherapy (Group-A 88.4%, Group-B 75.2%, P = 0.010). The 5-year recurrence-free survival, 5-year metastasis-free survival and 5-year overall survival were 75.8%, 74.9% and 77.7% in Group-A, while 63.0%, 63.0% and 62.4% in Group-B with a statistically significant difference between two groups (0.013, 0.022 and 0.010, respectively). If stratified in the subgroups, the overall survival of stage III - IV patients was statistically different between group A and B (P = 0.009), however, not of stage I - II patients (P = 0.502). Cox multivariate regression analysis showed that the independent prognostic parameters for survival were N-stage (RR = 3.288) , T-stage (RR = 2.147) and use of CMNa during rediotherapy (RR = 0.407). However, there was no statistically significant difference between two groups in acute or late adverse effects on nervous system or heart, which suggested that use of CMNa during radiotherapy would not aggravate the toxicity caused by radiotherapy. CONCLUSION: Sodium glycididazole is well tolerable effective as a hypoxic radiosensitizer, which can improve the efficacy of radiotherapy and the long-term result of nasopharyngeal carcinom a patients, especially for the stage III - IV patients.

[Prognostic factors and outcome of esthesioneuroblastoma].

OBJECTIVE: To investigate the clinical feature, prognostic factors and the appropriate treatment modality of esthesioneuroblastoma (ENB). METHODS: The data of 49 patients with ENB treated from Dec. 1978 to Dec. 2001 were retrospectively reviewed and analyzed. In this series, 3 patients had modified Kadish stage A disease, 15 stage B, 22 stage C, and 9 stage D lesion. The treatment modalities included surgery alone in 4 patients, and radiotherapy alone in 11, surgery plus radiotherapy in 19, radiotherapy plus chemotherapy in 8, surgery plus radiotherapy plus chemotherapy in 7. Statistic analysis was performed using software SPSS 10.0. Overall survival (OS) and disease free survival (DFS) were calculated using Kaplan-Meier method. Differences between survival curves were tested by Log rank method. RESULTS: The 5-year OS and DFS of the whole group was 60.5% and 41.9%, respectively. The 5-year OS of patients with modified Kadish stage A or B disease and those with stage C or D was 78.4% and 49.7% (chi(2) = 2.10, P = 0.15), and the 5-year DFS was 47.1% and 38.4% (chi(2) = 0.08, P = 0.78), respectively. The 5-year OS of patients with or without neck lymph nodal metastasis was 17.8% and 70.8% (chi(2) = 2.32, P = 0.13), and the 5-year DFS was 0 and 53.4% (chi(2) = 11.67, P < 0.01), respectively. For patients with kfs > or = 80 and those with kfs < 80, the 5-year OS was 69.0% and 30.1% (chi(2) = 7.01, P < 0.01), and 5-year DFS was 46.7% and 24.9% (chi(2) = 6.37, P = 0.01), respectively. As regard to the treatment modality, The 5-year OS was 69.7% for the patients treated with combined modalities and 46.3% for those with surgery alone or radiotherapy alone (chi(2) = 3.49, P = 0.06), and the 5-year DFS were 52.2% and 21.8% (chi(2) = 7.03, P < 0.01), respectively. The 5-year OS was 71.1% for patients who received surgical treatment and 44.6% for those without it (chi(2) = 7.99, P < 0.01), and 5-year DFS was 54.0% and 24.1% (chi(2) = 6.41, P = 0.01), respectively. The 5-year OS and DFS of 11 patients who received radiotherapy alone were 47.7% and 30.7%, respectively. For 19 patients treated by radiotherapy with radical purpose (including patients who received combined modality with radiotherapy plus chemotherapy), the 5-year OS were 33.9% for < 70 Gy patients and 48.0% for > or = 70 Gy (chi(2) = 0.89, P = 0.35), and the 5-year DFS was 13.3% and 33.3% (chi (2) = 4.48, P = 0.03), respectively. For those who received chemotherapy or not, the 5-year OS was 50.0% and 64.9% (chi(2) = 0.91, P = 0.34), and the 5-year DFS was 38.9% and 43.1% (chi(2) = 0.01, P = 0.91), respectively. CONCLUSION: Esthesioneuroblastoma is more prevalent in the young male adults than female, usually with locally advanced stage lesion when first diagnosed. Performance status and neck lymph node metastasis are significantly correlated with the prognosis. Combined treatment modality consisting of surgery may help to gain more favorable result. Radiotherapy plays an important role in the management of the disease.